{"id":"W4412190490","doi":"10.3390/fishes10070342","title":"Limit Reference Points and Equilibrium Stock Dynamics in the Presence of Recruitment Depensation","year":2025,"lang":"en","type":"article","venue":"Fishes","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada); Fisheries and Oceans Canada","funders":"","keywords":"Limit (mathematics); Statistical physics; Stock (firearms); Mathematics; Econometrics; Economics; Mathematical economics; Physics; Geography; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004517079,0.00006472019,0.0001705099,0.00007758964,0.0000243293,0.00003235717,0.0001767105,0.00004993467,0.00002935582],"category_scores_gemma":[0.0001034543,0.00006073467,0.00002221398,0.00008956158,0.0000457079,0.0001328072,0.0000699211,0.00007219781,0.000006491823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006956317,"about_ca_system_score_gemma":0.00001224258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002931426,"about_ca_topic_score_gemma":0.0004291962,"domain_scores_codex":[0.9993468,0.00001726824,0.000320873,0.0001906777,0.00001285645,0.0001115091],"domain_scores_gemma":[0.9994684,0.0001435198,0.0001266464,0.0002378375,0.0000113041,0.00001229112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001649195,0.00002666613,0.06665932,0.00002979295,0.00001017943,3.254001e-7,0.0005168077,0.00005089022,0.00000370793,0.9303027,0.0002729475,0.002110104],"study_design_scores_gemma":[0.0005875587,0.0001005789,0.1856685,0.00007564972,0.000007089826,0.000001754369,0.0009643236,0.04193188,0.0001313028,0.7582732,0.01206242,0.0001956841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399399,0.0005362965,0.0007773695,0.0021672,0.0001330452,0.000328303,0.00007989626,0.000006902385,0.05603108],"genre_scores_gemma":[0.9984837,0.0001805563,0.0003071253,0.0001745786,0.000009211114,0.00003999666,0.00001078782,0.00000386393,0.000790161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1720295,"threshold_uncertainty_score":0.2476688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0923357792977158,"score_gpt":0.2640895015225144,"score_spread":0.1717537222247986,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}